Q-learnheuristics: Towards data-driven balanced metaheuristics B Crawford, R Soto, J Lemus-Romani, M Becerra-Rozas, ... Mathematics 9 (16), 1839, 2021 | 19 | 2021 |
A q-learning hyperheuristic binarization framework to balance exploration and exploitation D Tapia, B Crawford, R Soto, F Cisternas-Caneo, J Lemus-Romani, ... International Conference on Applied Informatics, 14-28, 2020 | 18 | 2020 |
Embedding Q-Learning in the selection of metaheuristic operators: The enhanced binary grey wolf optimizer case D Tapia, B Crawford, R Soto, W Palma, J Lemus-Romani, ... 2021 IEEE International Conference on Automation/XXIV Congress of the …, 2021 | 17 | 2021 |
A Data-Driven Dynamic Discretization Framework to Solve Combinatorial Problems Using Continuous Metaheuristics F Cisternas-Caneo, B Crawford, R Soto, H de la Fuente-Mella, D Tapia, ... 11th International Conference on Innovations in Bio-Inspired Computing and …, 2021 | 16 | 2021 |
A novel learning-based binarization scheme selector for swarm algorithms solving combinatorial problems J Lemus-Romani, M Becerra-Rozas, B Crawford, R Soto, ... Mathematics 9 (22), 2887, 2021 | 14 | 2021 |
Continuous metaheuristics for binary optimization problems: An updated systematic literature review M Becerra-Rozas, J Lemus-Romani, F Cisternas-Caneo, B Crawford, ... Mathematics 11 (1), 129, 2022 | 10 | 2022 |
Analysis and prediction of engineering student behavior and their relation to academic performance using data analytics techniques H de la Fuente-Mella, C Guzmán Gutiérrez, K Crawford, G Foschino, ... Applied Sciences 10 (20), 7114, 2020 | 10 | 2020 |
Embedded learning approaches in the whale optimizer to solve coverage combinatorial problems M Becerra-Rozas, F Cisternas-Caneo, B Crawford, R Soto, J García, ... Mathematics 10 (23), 4529, 2022 | 9 | 2022 |
A comparison of Learnheuristics using different Reward Functions to solve the Set Covering Problem B Crawford, R Soto, F Cisternas-Caneo, D Tapia, H de la Fuente-Mella, ... International Conference on Optimization and Learning, 74-85, 2021 | 7 | 2021 |
Swarm-Inspired Computing to Solve Binary Optimization Problems: A Backward Q-Learning Binarization Scheme Selector M Becerra-Rozas, J Lemus-Romani, F Cisternas-Caneo, B Crawford, ... Mathematics 10 (24), 4776, 2022 | 6 | 2022 |
Reinforcement learning based whale optimizer M Becerra-Rozas, J Lemus-Romani, B Crawford, R Soto, ... International Conference on Computational Science and Its Applications, 205-219, 2021 | 6 | 2021 |
Balancing exploration-exploitation in the set covering problem resolution with a self-adaptive intelligent water drops algorithm B Crawford, R Soto, G Astorga, J Lemus-Romani, S Misra, M Castillo, ... Advances in Science, Technolog y and Engineering Systems 6 (1), 134-45, 2020 | 5 | 2020 |
Binarization of Metaheuristics: Is the Transfer Function Really Important? J Lemus-Romani, B Crawford, F Cisternas-Caneo, R Soto, ... Biomimetics 8 (5), 400, 2023 | 3 | 2023 |
A Binary Black Widow Optimization Algorithm for Addressing the Cell Formation Problem Involving Alternative Routes and Machine Reliability P Figueroa-Torrez, O Durán, B Crawford, F Cisternas-Caneo Mathematics 11 (16), 3475, 2023 | 3 | 2023 |
A New Learnheuristic: Binary SARSA-Sine Cosine Algorithm (BS-SCA) M Becerra-Rozas, J Lemus-Romani, B Crawford, R Soto, ... International Conference on Metaheuristics and Nature Inspired Computing …, 2021 | 2 | 2021 |
An autonomous galactic swarm optimization algorithm supported by hidden markov model M Castillo, B Crawford, R Soto, W Palma, J Lemus-Romani, D Tapia, ... International Conference on Soft Computing and Pattern Recognition, 354-363, 2020 | 2 | 2020 |
Chaotic Binarization Schemes for Solving Combinatorial Optimization Problems Using Continuous Metaheuristics F Cisternas-Caneo, B Crawford, R Soto, G Giachetti, Á Paz, A Peña Fritz Mathematics 12 (2), 262, 2024 | 1 | 2024 |
Multi-armed Bandit-Based Metaheuristic Operator Selection: The Pendulum Algorithm Binarization Case P Ábrego-Calderón, B Crawford, R Soto, E Rodriguez-Tello, ... International Conference on Optimization and Learning, 248-259, 2023 | 1 | 2023 |
Feature Selection Problem and Metaheuristics: A Systematic Literature Review about Its Formulation, Evaluation and Applications J Barrera-García, F Cisternas-Caneo, B Crawford, M Gómez Sánchez, ... Biomimetics 9 (1), 9, 2023 | | 2023 |
B-PSA: A Binary Pendulum Search Algorithm for the Feature Selection Problem B Crawford, F Cisternas-Caneo, K Sepúlveda, R Soto, Á Paz, A Peña, ... Computers 12 (12), 249, 2023 | | 2023 |